相関と因果については、昨日出した次の論文:
- Title: Causal Inference by String Diagram Surgery (20 Nov 2018)
- Authors: Bart Jacobs, Aleks Kissinger, Fabio Zanasi
- Pages: 15p
- URL: https://arxiv.org/abs/1811.08338
上記論文にも軽く説明はあるが、ベイジアンネットワークとストリング図と形式セオリー(ローヴェア流)については:
- Title: Causal Theories: A Categorical Perspective on Bayesian Networks (26 Jan 2013)
- Author: Brendan Fong
- Pages: 72p
- URL: https://arxiv.org/abs/1301.6201
CDU(Copy-Discard-Uniform)圏のもとになるセリンがーの対角付き圏は:
- Title: CategoricalStructureofAsynchrony
- Author: Peter Selinger
- Pages: 23p
- URL: https://www.mathstat.dal.ca/~selinger/papers/catasynch.pdf
錐空間の双対性は:
- Bayesian Inversion by ω-Complete Cone Duality
- Autorhs: Fredrik Dahlqvist, Vincent Danos, Ilias Garnier, Ohad Kammar
- Pages: 15p
- URL: http://drops.dagstuhl.de/opus/volltexte/2016/6190/pdf/LIPIcs-CONCUR-2016-1.pdf
確率推論の論理的な側面は:
- Title: Measurable Spaces and their Effect Logic
- Author: Bart Jacobs
- Pages: 10p
- URL:http://www.cs.ru.nl/B.Jacobs/PAPERS/jacobs-lics2013.pdf
それとヤコブス/ザナーシ、
- Title: The Logical Essentials of Bayesian Reasoning (3 Apr 2018 (v1))
- Authors: Bart Jacobs, Fabio Zanasi
- Pages: 29p
- URL: https://arxiv.org/abs/1804.01193
ボブ・クック達の基底概念とコモノイドの関係もなんか関係しそうだ。
- Title: A new description of orthogonal bases (5 Oct 2008)
- Autorhs: Bob Coecke, Dusko Pavlovic, Jamie Vicary
- Pages: 14p
- URL: https://arxiv.org/abs/0810.0812
独立性に関してはフランツ(名字)の:
- Title: What is Stochastic Independence? (3 Jun 2002)
- Author: Uwe Franz
- Pages: 17p
- URL: https://arxiv.org/abs/math/0206017
シンプソンの論文は:
- Title: Category-theoretic Structure for Independence and Conditional Independence
- Author:Alex Simpson
- Pages: 17p
- URL: https://www.sciencedirect.com/science/article/pii/S1571066118300318
ファーバー/ヤコブスも書いている。
- Title: Towards a Categorical Account of Conditional Probability (4 Jun 2013)
- Authors: Robert Furber, Bart Jacobs
- Pages: 17p
- URL: https://arxiv.org/abs/1306.0831